Journal of Inequalities in Pure and Applied Mathematics IMPROVED INCLUSION-EXCLUSION INEQUALITIES FOR SIMPLEX AND ORTHANT ARRANGEMENTS volume 2, issue 2, article 18, 2001. DANIEL Q. NAIMAN AND HENRY P. WYNN Department of Mathematical Sciences Johns Hopkins University Baltimore, MD 21218. EMail: daniel.naiman@jhu.edu URL: http://mts.jhu.edu/ dan Department of Statistics Warwick University Coventry CV4 7AL, UK EMail: hpw@stats.warwick.ac.uk Received 6 September, 2000; accepted 25 January, 2001. Communicated by: S.S. Dragomir Abstract Contents JJ J II I Home Page Go Back Close c 2000 School of Communications and Informatics,Victoria University of Technology ISSN (electronic): 1443-5756 031-00 Quit Abstract Improved inclusion-exclusion inequalities for unions of sets are available wherein terms usually included in the alternating sum formula can be left out. This is the case when a key abstract tube condition, can be shown to hold. Since the abstract tube concept was introduced and refined by the authors, several examples have been identified, and key properties of abstract tubes have been described. In particular, associated with an abstract tube is an inclusion-exclusion identity which can be truncated to give an inequality that is guaranteed to be at least as sharp as the inequality obtained by truncating the classical inclusionexclusion identity. We present an abstract tube corresponding to an orthant arrangement where the inclusion-exclusion formula terms are obtained from the incidence structure of the boundary of the union of orthants. Thus, the construction of the abstract tube is similar to a construction for Euclidean balls using a Voronoi diagram. However, the proof of the abstract tube property is a bit more subtle and involves consideration of abstract tubes for arrangements of simplicies, and intricate geometric arguments based on their Voronoi diagrams. Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close 2000 Mathematics Subject Classification: 52C99, 52B99, 60D05 Key words: Orthant arrangments, Inclusion-exclusion Quit Contents 1 2 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Voronoi Decomposition and Abstract Tube Based on Simplex Arrangements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Page 2 of 37 4 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 7 http://jipam.vu.edu.au 3 Orthant Arrangements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3.1 A Voronoi decomposition and abstract tube based on orthant arrangements . . . . . . . . . . . . . . . . . . . . . . . . 3.2 Properties of the Orthant Voronoi decomposition . . . 3.3 General position and dimension . . . . . . . . . . . . . . . . . . 3.4 Inclusion-Exclusion Inequalities and Identities for Orthant Unions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4 Proofs of Propositions and Lemmas in Section 2 . . . . . . . . . . 5 Proofs of Propositions in Section 3 . . . . . . . . . . . . . . . . . . . . . . References 20 20 23 24 25 27 33 Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 3 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au 1. Introduction This paper continues work by the authors on a special class of indicator function and probability bounds of the inclusion-exclusion type [8, 9]. These are are based on the abstract tube concept and give improvements over bounds produced by truncating the classical inclusion-exclusion identity. Definition 1.1. An abstract tube is a finite collection of sets {A1 , . . . , An } and a finite simplicial complex S with the following properties: (i) every vertex of S corresponds to an index i ∈ {1, . . . , n}, so that S can be viewed as a collection of subsets of {1, . . . , n}, and S (ii) T whenever x ∈ ni=1 Ai the subsimplicial complex S(x) = {J ∈ S : x ∈ i∈J Ai } is contractible. Definition 1.1 is slightly more general than the one in [9] in that we do not require a one-to-one correspondence between vertices in the simplicial complex S and the index set {1, . . . , n}. That is, the index set can be a superset of the set of vertices. All of the properties of abstract tubes given in [9] remain valid for this more general notion of abstract tube. In particular, associated with an abstract tube is an inclusion-exclusion identity for ISni=1 Ai based on the terms in S, which can be truncated to give an upper or lower bound. Furthermore, abstract tubes with smaller simplicial complexes leade to sharper truncation inequalities. Since abstract tubes were introduced, there has been much interest by the authors and others in uncovering new examples of them, while at the same time, there has been reason to suspect that the interesting abstract tubes from Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 4 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au a geometric point of view always arise from convex polyhedra. Certainly, for the key examples appearing in [9] (see also [7]) where the sets Ai involved are Euclidean balls or unions of half-spaces, a convex polyhedron is present, or lurking, and plays a fundamental role in that it’s face incidence structure defines the simplicial complex. Furthermore, the construction of these abstract tubes always involves the nerve of a Voronoi diagram associated with the arrangement of sets. Dohmen [2, 3, 4, 5] has discovered some new classes of abstract tubes and has demonstrated the utility of the abstract tube concept to network reliability. While these classes of tubes provide many elegant examples with far-reaching applications, the constructions tend to be graph-theoretic and the tubes are defined in combinatorial rather than geometric terms. Thus, they do not appear to shed light on the question as to the generality of the Voronoi construction since they apparently correspond to a different class of abstract tubes than the ones considered in [9]. In fact, the authors have not been able to show that the abstract tube formed using balls and the associated Delauney simplicial complex can be realized as one Dohmen’s class of abstract tubes. In this paper, we address the above-mentioned question by describing a pair of new and related examples of abstract tubes, associated with simplex arrangements and orthant arrangements, based on the Voronoi-type construction. The abstract tube property for simplex arrangements is used to derive the abstract tube property for orthant arrangments. While these examples are geometric, the connection with polyhedra is considerably more complex, and the proof of the abstract tube property uses a somewhat more intricate geometric argument than in [9]. There remains the open question as to whether this more general proof technique can be used to verify the abstract tube property for other examples. Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 5 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au In Section 2, we develop the tools needed to give the abstract tube associated with arrangements of simplices. The results of this section are key ingredients in Section 3 where we treat abstract tubes based on orthant arrangements. Aside from being of intrinsic geometric interest the abstract tube for orthants can be used to derive improved reliability bounds for coherent systems. This idea is developed in [10] and used there, in particular, to give a new inclusionexclusion identity for a k out of n system. Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 6 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au 2. Voronoi Decomposition and Abstract Tube Based on Simplex Arrangements The results of this section concern arrangements consisting of copies of a regular simplex in Rd , that is, translates of dilations of a simplex, and a certain related Voronoi-type diagram. Simplex arrangements are closely related to arrangements consisting of translates of a single orthant in Rd+1 . In fact, the former is obtained by slicing the latter, and this point of view is very important for what follows. It is also the case that, analogous to a certain construction for balls (see [6]) properties of the Voronoi diagram are obtained by projecting the boundary of the orthant arrangement onto the slicing subspace. For convenience, because of the connection with orthant arrangements, we identify Rd with the hyperplane ( ) n X H = x ∈ Rd+1 : xi = 0 , i=1 and we let πH : Rd+1 → H denote the linearPprojection onto this hyperplane, d+1 1 so that πH (y) = y − y1, where y = d+1 i=1 yi , and 1 denotes the vector whose coordinates are all equal to 1. Let e(1) , . . . , e(d+1) denote the usual orthonormal basis for Rd+1 . In order to simplify theqnotation below, we let Pd+1 (i) 1 1 d e = d+1 = d+1 1, and let ωd =k e − e(i) k= d+1 . Let i=1 e u(i) = −πH (e(i) ) = ωd−1 (e − e(i) ), for i = 1, . . . , d + 1, k πH (e(i) ) k Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 7 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au so that (i) (j) hu , u i = −1/d 1 if i 6= j if i = j. Having established a coordinate system for Rd+1 we can introduce the notation x x∗ for points x, x∗ ∈ Rd+1 to mean that xi ≤ x∗i for all i = 1, . . . , d+1, and we use x ≺ x∗ to mean that all of the inequalities are strict. We also use the notation x x∗ and x x∗ with the obvious reverse interpretation. Each point y ∈ Rd+1 defines a closed orthant Oy = x ∈ Rd+1 : x y which is a translation y + O0 , of the usual nonnegative orthant. For b ∈ H and r ≥ 0 define the regular d-simplex in H, Ab,r = d+1 \ Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents (i) (i) x ∈ H : hx, u i ≤ hb, u i + r . i=1 It is easy to see that Ab,r is the convex hull of the points b−rdu(i) , i = 1, . . . , d+ 1. This simplex has barycenter b, the Euclidean distance from b to any of the bounding hyperplanes of Ab,r is r, and the Euclidean distance from b to any vertex is rd. More generally, we allow r < 0 and still refer to the simplex Ab,r corresponding to the ordered pair (b, r). This level of generality, where we allow for virtual simplices, is very important for the main result of the next section. Thus, the notation Ab,r has a dual meaning as it can represent a set (possibly empty) or an ordered pair. It will be clear from the context below which interpretation JJ J II I Go Back Close Quit Page 8 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au is appropriate. Generally speaking, when we use Ab,r to define a distance, we use the pair (b, r). On the other hand, when we consider Boolean operations involving simplices, then we use the notion of Ab,r as a set. We will use the term arrangement of orthants in Rd+1 to mean a finite collection {Oy(i) , i = 1, . . . , n}, where y (i) are distinct elements of Rd+1 (Figure 2) and the term arrangement of simplices in Rd to mean a finite collection {Ab(i) ,r(i) , i = 1, . . . , n}, where b(i) ∈ H and r(i) ∈ R and the pairs (b(i) , r(i) ) are distinct. Note that simplices in an arrangement are allowed to be empty when viewed as sets. Figure 2 shows an orthant arrangement. We introduce the distance to a simplex in Rd (H) by defining dAb,r (x) = max hx − b, u(i) i − r, for x ∈ H. i=1,...,d+1 Observe that the simplex distance dAb,r (x) is negative, zero, or positive depending on whether x lies in the interior, the boundary or the complement of the simplex Ab,r . If r < 0 then the distance is always negative, which is consistent with the fact that as a set Ab,r is empty. We use this simplex distance to associate a Voronoi-type diagram in H with any arrangement of simplices in H. Given an arrangement {Ai = Ab(i) ,r(i) , i = 1, . . . , n} of simplices in H, (we allow for r(i) ≤ 0) we define S(i|j) = x ∈ H : dAi (x) ≤ dAj (x) , and Vi = n \ j=1 S(i|j) = x ∈ H : dAi (x) = min dAj (x) . j=1,...,d Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 9 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Figure 1: An orthant arrangement. The vertices of the orthants are the points where dotted line segments meet, and the solid line segments show where the orthants share common boundaries. Quit Page 10 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au An important tool for constructing a simplicial complex from a collection of sets is the nerve construction. Definition 2.1. The nerve corresponding to a collection of sets {Vi , i = 1, . . . , n} is T the simplicial complex consisting of all index sets J ⊆ {1, . . . , n} for which i∈J Vi 6= ∅. The following theorem, due to Borsuk [1], gives a topological connection Sn between i=1 Vi and the nerve of the collection {Vi , i = 1, . . . , n}. Theorem 2.1. Given a collectionTof polyhedra {Vi , i = 1, . . . , n} in Rd with the property that the intersection i∈J Vi is either empty or contractible for all Sn J ⊆ {1, . . . , n}, the set i=1 Vi and a geometric realization of the nerve of {Vi , i = 1, . . . , n} have the same homotopy type. Now we can state the main result of this section. Theorem 2.2. Given a simplex arrangement {Ab(i) ,r(i) , i = 1, . . . , n} let S be the nerve of the corresponding Voronoi sets. Then the pair ({Ab(i) ,r(i) , i = 1, . . . , n}, S) forms an abstract tube. The proof of this theorem requires several preliminary geometric propositions and lemmas, which we present first. The proofs of these may be found in Section 4. For the remainder of this section we fix a simplex arrangement {Ab(i) ,r(i) , i = 1, . . . , n} with Voronoi sets V1 , . . . , Vn as described above. Proposition 2.3. Given a point y ∈ Rd+1 with y ≤ 0, we have Oy ∩ H = Ab,r where b = y − y1 and r = −y/ωd . Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 11 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au We refer to the simplex in Proposition 2.3 as the simplex corresponding to the orthant Oy . More generally, we allow for y > 0 and we can still refer to the simplex Ab,r , as the simplex corresponding to the orthant Oy , if b = y − y1 and r = −y/ωd . Also, we can invert this operation and find a unique orthant Oy corresponding to any given simplex Ab,r by taking y = b − rωd 1. This orthant has the property that Ab,r = Oy ∩ H, if r ≥ 0. This construction also allows us to associate an orthant arrangement in Rd+1 with any arrangement of simplices in Rd , and vice versa. Figure 2 gives the simplex arrangement obtained by slicing the orthant arrangement in Figure 2 with the hyperplane H. In addition, a ball (with respect to this distance) about a simplex is a simplex. In fact, it is easy to see that x ∈ H : dAb,r (x) ≤ s = Ab,r+s Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents as subsets of H. T T Proposition 2.4. If ki=1 Ab(i) ,r(i) 6= ∅ then ki=1 Ab(i) ,r(i) = Ab,r where b = −ωd (c − c1), r = −c, and where c ∈ Rd+1 has coordinates cp = min hb(i) , u(p) i + r(i) , for p = 1, . . . , d + 1. i=1,...,k JJ J II I Go Back Close In addition, maxi=1,...,k dAb(i) ,r(i) = dAb,r . Observe that for a given point b ∈ H, the polyhedral cones ) ( X (k) Cb = b − λq u(q) : λq ≥ 0 ⊆ H, q6=k Quit Page 12 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Figure 2: Simplex arrangement obtained by slicing the orthant arrangement in Figure 2 with the hyperplane H. Quit Page 13 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au (with vertex b) cover H and meet only on their (relative) boundaries, which we S (k) (k) (k) denote by ∂Cb , so that a point x ∈ H\ d+1 lies in the interior of Cb k=1 ∂Cb for a unique choice of index k. We express the simplex distance for a point in one of these cones in the following. P Proposition 2.5. Given b ∈ H and r ≥ 0 and a point x = b − q6=k λq u(q) ∈ P (k) Cb , we have dAb,r (x) = d1 q6=k λq − r. o n Proposition 2.6. The set s ∈ R : x + s1 ∈ Ob−rωd 1 forms an interval [ωd dAb,r (x), +∞), for all r ∈ R and b, x ∈ H. Let y (i) = b(i) − r(i) ωd 1 so that the orthant Oi = Oy(i) corresponds to Ai . As an immediate consequence of Proposition 2.6, we see that ) ( n n [ [ s ∈ R : x + s1 ∈ Oi = [ωd dAi (x), +∞) = [ωd min dAi (x), +∞). i=1 i=1,...,n i=1 Sn for any point x ∈ H. Thus, the map Ψ : H → ∂ { i=1 Oi } taking S x to x+ωd mini=1,...,n dAi (x)1 gives a homeomorphism between H S and ∂ { ni=1 Oi } whose inverse is the restriction of the projection map πH to ∂ { ni=1 Oi } . Using Proposition 2.6, it follows that !int n [ Ψ(Vi ) = Oi \ Oj Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 14 of 37 j=1 The following two Lemmas form a crucial step in establishing the abstract tube property below. It ensures that Borsuk’s Theorem 2.1 can be applied to J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Figure 3: The Voronoi diagram associated with the simplex arrangement in Figure 2. Observe that the boundaries of the Voronoi sets correspond to the dashed line segments in Figure 2 and the solid lines in Figure 2. Quit Page 15 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au equate the homotopy type of the union of a collection of Voronoi sets with the nerve of the collection of Voronoi sets. These same results were essential in proving the abstact tube property for balls appearing in [8]. T Lemma 2.7. For every J ⊆ {1, . . . , n} the intersection i∈J Vi is either empty or contractible. Lemma 2.8. If J ⊆ {1, . . . , n} then [ [\ Vi = S(i|j). i∈J Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements i∈J j ∈J / D.Q. Naiman and H.P. Wynn The following result, which is specific to simplex arrangements and their Voronoi diagrams, gives a crucial geometric observation leading to the proof of Theorem 2.2. S T Lemma 2.9. If x∗ ∈ ni=1 Ai and J = {i : x∗ ∈ Ai } thenT i∈I S(i|j) is nonempty and star-shaped with respect to the barycenter b of i∈I Ai , for all I ⊆ J and j ∈ / J. Figure 4 illustrates the star-shaped property in Lemma 2.9. S Proof of Theorem 2.2. Fix x∗ ∈ T ni=1 Ai . We must show the subsimplicial complex S(x∗ ) = {I ∈ S : x∗ ∈ i∈I Ai } is contractible. Let J = {i : x∗ ∈ Ai } so that S(x∗ ) is the nerve of the collection {Vi , i ∈ J}. By S Lemma 2.7 and Borsuk’s Theorem 2.1, S(x∗ ) has the same homotopy type as i∈J Vi . By Lemma 2.8, we can write [ [ Vi = Ti , i∈J i∈J Title Page Contents JJ J II I Go Back Close Quit Page 16 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements x2 D.Q. Naiman and H.P. Wynn x4 Title Page x3 x1 Contents JJ J II I Go Back Figure 4: Illustration of the star-shaped property in Lemma 2.9. There are 4 triangles with centers labeled x1 , . . . , x4 . The triangles T centered at x1 , x2 and x3 intersect to form another triangle T, and the set i=1,2,3 S(i|4), is star-shaped with respect to the barycenter of T. The boundaries of the regions S(i|4), i = 1, 2, 3 are drawn using dotted lines. Close Quit Page 17 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au where Ti = \ S(i|j), for i ∈ J. j ∈J / T If I ⊆ J andT we write i∈I Ai = Ab,r as in Proposition 2.4, then Lemma 2.9 guarantees that i∈I S(i|j) is star-shaped with respect to the barycenter b for all j∈ / J. It follows that \ \\ \\ S(i|j) Ti = S(i|j) = i∈I i∈I j ∈J / j ∈J / i∈I is also star-shaped with respect to b. Since every such intersection is star-shaped, S and hence contractible, Borsuk’s Theorem 2.1 allows us to conclude that i∈J Tj has the same homotopy type as the nerve of the collection {Tj , j ∈ J}. But evT ery intersection i∈I Ti is nonempty, so the nerve forms a simplex, which is contractible. Remark 2.1. It is of interest to compare the proof of the abstract tube property with the proof appearing in [8] for the case of balls of equal radius, when the nerve of the usual Voronoi diagram is used to form the simplicial complex. There, contractibility of the subsimplicial complex S(x∗ ) follows from the fact S that the union of Voronoi sets i∈J Vi is star-shaped with respect to x∗ . In the present case, we do not in general have star-shapedness of this set, but we are able to prove contractibility by representing this union as a union of pieces which always intersect in nonempty star-shaped pieces. Remark 2.2. Since the distance to a simplex Ab,r satisfies dAb,r+c (x) = dAb,r (x)+ c, it follows that the Voronoi decomposition of H (and hence the associated Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 18 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au simplicial complex S) corresponding to a simplex arrangement {Ab(i) ,r(i) , i = 1, . . . , n} is unaffected if we add the same constant to each r(i) . Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 19 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au 3. Orthant Arrangements 3.1. A Voronoi decomposition and abstract tube based on orthant arrangements Now we apply the results of the previous section to give an analogous result for arrangements consisting of translates of the orthants. To keep the notation consistent with that of the last section, we consider translates of the negative orthant in Rd+1 . We first introduce an orthant distance, which measures the distance to an orthant Oy . Let d˜Oy (x) = D.Q. Naiman and H.P. Wynn max {yj − xj }. j=1,...,d+1 Observe that d˜Oy (x) is less than, equal to, or greater than 0 respectively, depending on whether x lies in the interior, boundary or exterior of Oy . A collection of orthants {Oy(i) , i = 1, . . . , n, } where the y (i) are distinct, will be referred to as an orthant arrangement in Rd+1 . Given such an arrangement, the orthant distance is used to define a Voronoi decomposition of Rd+1 by letting Ṽi = n \ Title Page Contents JJ J II I Go Back S̃(i|j) j=1 where Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements n o S̃(i|j) = x ∈ Rd+1 : d˜Oy(i) (x) ≤ d˜Oy(j) (x) . Close Quit Page 20 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 The main result of this section is the following. http://jipam.vu.edu.au Theorem 3.1. If {Oy(i) , i = 1, . . . , n} is an orthant arrangement in Rd+1 , then the pair ({Oy(i) , i = 1, . . . , n}, S̃) forms an abstract tube, where S̃ denotes the nerve of the corresponding Voronoi decomposition {Ṽi , i = 1, . . . , n} of Rd+1 . Some preliminary Propositions will play a key role in the proof of Theorem 3.1. Proofs of the results presented in this section, except for the proof of the main result, Theorem 3.1, appear in Section 5. Proposition 3.2. Given an orthant arrangement {Oy(i) , i = 1, . . . , n}, the nerve of the corresponding Voronoi decomposition {Ṽi , i = 1, . . . , n} coincides with the nerve of {Ṽi ∩ H, i = 1, . . . , n}. The Voronoi decomposition for orthants is closely related to the one in the last section, and exploiting this connection is the key to proving the main result of this section. The basic idea is to introduce a simplex arrangement associated with a given orthant arrangement (as in the remark following Propositon 2.3) {Oy(i) , i = 1, . . . , n}, by taking Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I {Ab(i) ,r(i) , i = 1, . . . , n}, Go Back (i) = −y /ωd . Close Proposition 3.3. Given any orthant arrangement {Oy(i) , i = 1, . . . , n}, in Rd+1 , let {Vi , i = 1, . . . , n} be the Voronoi decomposition for the associated simplex arrangement. Then the Voronoi decomposition for the orthant and simplex arrangements are related in that Quit where b (i) =y (i) (i) − y 1 and r (i) Ṽi ∩ H = Vi , Page 21 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au and consequently the nerves of the decompositions coincide. Finally, we will need the following. Proposition 3.4. Given x, y ∈ Rd+1 we have x ∈ Oy if and only if x − x1 ∈ Ay−y1,(x−y)/ωd . S Proof of Theorem 3.1. Fix x ∈ ni=1 Oy(i) and let J˜ = {i : x ∈ Oy(i) }. We need to show that the subsimplicial complex defined by \ ˜ S̃(x) = {I ∈ S̃ : x ∈ Oy(i) } = {I ∈ S̃ : I ⊆ J} Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn i∈I is contractible. Consider the simplex arrangement obtained by applying the same construction in Proposition 3.4 to each of the orthants Oy(i) , that is, take {Ab(i) ,r(i) , i = 1, . . . , n}, where b(i) = y (i) − y (i) 1, and r(i) = (x − y (i) )/ωd . Let {Vi , i = 1, . . . , n} be the Voronoi decomposition for this simplex arrangment, and let S denote the corresponding nerve. This Voronoi decomposition is unchanged if we subtract the same constant (x/ωd ) from all of the r(i) , but this modification leads to the simplex arrangement associated with the original orthant arrangement. We conclude that {Vi , i = 1, . . . , n} is also the Voronoi diagram for this simplex arrangement. By Proposition 3.3 we conclude that S = S̃. By Theorem 2.2 ({Ab(i) ,r(i) , i = 1, . . . , n}, S) forms an abstract tube so if we let J = {i : x − x1 ∈ Ab(i) ,r(i) } then the subsimplicial complex defined by \ S(x − x1) = {I ∈ S : x − x1 ∈ Ab(i) ,r(i) } = {I ∈ S : I ⊆ J} i∈I Title Page Contents JJ J II I Go Back Close Quit Page 22 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au is contractible. But Proposition 3.4 guarantees that J = J˜ so using the fact that S̃ = S we can conclude that S̃(x) = S(x − x1) so S̃(x) is contractible. 3.2. Properties of the Orthant Voronoi decomposition The Voronoi decomposition {Ṽi , i = 1, . . . , n} corresponding to a given orthant arrangement {Oy(i) , i = 1, . . . , n} has a simple description in terms of the decomposition of the boundary of the union of the orthants. This description helps us in calculating the simplicial complex S̃. Let !int n [ Bi = ∂Oy(i) \ Oy(i) i=1 so that the Bi define a decomposition of the boundary ! n n [ [ B=∂ Oy(i) = Bi . i=1 i=1 Proposition 3.5. For a nonempty index set J, we have J ∈ S̃ if and only if T i∈J Bi 6= ∅. In other words, the nerve of the Voronoi decomposition {Ṽi , i = 1, . . . , n} coincides with the nerve of the decomposition {Bi , i = 1, . . . , n} of B. Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 23 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au Definition 3.1. An orthant y (i) in an orthant arrangement {Oy (i) , i = 1, . . . , n} Sn Oint is exposed if Oy(i) 6⊆ j=1 Oy(j) . S S (i) Observe that Oy(i) ⊆ nj=1 Oyint ∈ nj=1 Oyint (j) if and only if y (j) , and this is (i) (j) in turn is equivalent to y y for some j 6= i. Thus, the exposed orthants correspond to those indices i for which y (i) 6 y (j) for all j. We use the notation maxj∈J y (j) to mean the coordinatewise maximum of the y (j) for j ∈ J. As consequence of Proposition 3.5 we have the following description of the faces of the nerve of the Voronoi decomposition. Corollary 3.6. The faces of S̃ correspond to the (nonempty) index sets J for which maxi∈J y (i) 6 y (j) for all j. In particular, the vertices of S̃ (the single element faces) correspond to the exposed orthants. Following Corollary 3.6 we can say equivalently that the index set J, or the point y = maxi∈J y (i) , or the orthant Oy is covered. 3.3. General position and dimension For a generic orthant arrangement {Oy(i) , i = 1, . . . , n} in Rd+1 the simplicial complex defining the tube above, that is, the nerve S̃ of the Voronoi decomposition, has dimension d + 1. As a consequence, the inclusion-exclusion identity has depth d + 2 instead of n, which can lead to a dramatic improvement. We make this rigorous as follows. Definition 3.2. An orthant arrangement {Oy(i) , i = 1, . . . , n} in Rd+1 is in gen(i) eral position if for every coordinate index j the values yj , i = 1, . . . , n are (i) (k) distinct. In other words, yj = yj for some i, j, k implies i = k. Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 24 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au The orthant arrangements that fail to be in general position define a set of Lebesgue measure zero in the set of orthant arrangements. Under the general position assumption the dimension of the simplicial complex defining the tube has the right dimension. Proposition 3.7. If an orthant arrangement is in general position then the simplicial complex S̃ defining the abstract tube in Theorem 3.1 has dimension at most d + 1. When an orthant arrangement fails to be in general position, it is still possible to perturb it slightly to attain general position, and use the modified arrangement to obtain improved inclusion-exclusion identities and inequalities that are valid almost everywhere. This idea is explored in [9] for abstract tubes related to polyhedra, and an analogous result can be used in the present context. In [10], abstract tubes based on orthant arrangements are used to derive new reliability bounds for coherent systems, and in that context, perturbation is used to give even further improved inclusion-exclusion indicator identities and inequalities. 3.4. Inclusion-Exclusion Inequalities and Identities for Orthant Unions Using Theorem 4 in [9] the abstract tube property leads immediately to the following. Theorem 3.8. Given a finite collection of distinct points y (i) , i = 1, . . . , n in Rd , define Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 25 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 S = {J ⊆ {1, . . . , n} : max y (i) 6 y (j) , for all j = 1, . . . , n}. i∈J http://jipam.vu.edu.au Then the following indicator function inequalities hold (−1)m+1 ISni=1 Oi ≤ (−1)m+1 m X X (−1)k+1 k=1 ITj∈J Oj , for m = 1, 2, . . . , D, J∈S : |J|=m where Oi denotes Oy(i) , and D = max{|J| : J ∈ S}. In addition, equality holds for m = D. Each inequality is at least as sharp as the corresponding classical inclusion-exclusion inequality m X X m+1 Sn m+1 k+1 T (−1) I i=1 Oi ≤ (−1) (−1) I j∈J Oj , k=1 Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page J⊆{1,...,n} : |J|=m Contents corresponding to the abstract tube using a simplicial complex composed of all nonempty index sets. The theorem also holds if we use negative orthants instead of positive ones, that is, if we use as the definition of Oy(i) {x ∈ Rd : x y (i) }, and if we redefine S to be JJ J II I Go Back Close Quit Page 26 of 37 {J ⊆ {1, . . . , n} : min y (i) 6≺ y (j) , for all j = 1, . . . , n}. i∈J J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au 4. Proofs of Propositions and Lemmas in Section 2 Proof of Proposition 2.3 Here, we are viewing a simplex as a set. For any x ∈ H we have x y if and only if hx, −e(i) i ≤ hy, −e(i) i, for i = 1, . . . , d + 1. Since hz, ei = 0 for z ∈ H, this is equivalent to Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements hx, e − e(i) i ≤ hy − y1, e − e(i) i − hy1, e(i) i for i = 1, . . . , d + 1, D.Q. Naiman and H.P. Wynn (i) which, upon dividing by ωd =k e − e k leads to the equivalent condition Title Page hx, u(i) i ≤ hy − y1, u(i) i − yh1, e(i) i/ωd for i = 1, . . . , d + 1. Contents Proof of Proposition 2.4. For the first claim, we can use the comment following Proposition 2.3 to write Ab(i) ,r(i) = Oy(i) ∩ H, where y (i) = b(i) − r(i) ωd 1. Then we have k k \ \ Ab(i) ,r(i) = Oy(i) ∩ H = Oz ∩ H i=1 i=1 where z = maxi=1,...,k y (i) , the maximum being coordinatewise. A straightforward calculation gives zp = −ωd min hy (i) , u(p) i + r(i) , i=1,...,k JJ J II I Go Back Close Quit Page 27 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au so the result follows from the application of Propsition 2.3 For the second claim, we have max hx, u(p) i − hb(i) , u(p) i − r(i) = max hx, u(p) i − min hb(i) , u(p) i + r(i) p=1,...,d+1 i=1,...,k = max hx, u(p) i − hb, u(p) i + r max dAb(i) ,r(i) (x) = max i=1,...,k i=1,...,k p=1,...,d+1 p=1,...,d+1 Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements = dAb,r (x). Proof of Proposition 2.5. We have ) ( ) ( X X λq u(q) , u(p) i − r = − min λq hu(q) , u(p) i − r. dAb,r (x) = max h− p q6=k The result then follows from the fact that 1P X − d q6=k λq (q) (p) P λq hu , u i = − d1 q6=p,k λq + λp q6=k p q6=k D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back if p = k if p 6= k. Close Quit Proof of Proposition 2.6. Since x + s1 ∈ Ob−rωd 1 if and only if x + s1 n o b − rωd 1, we see that the set s ∈ R : x + s1 ∈ Ob−rωd 1 , forms an interval Page 28 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au that is closed on the left and extends to infinity on the right. The minimum value of s in this interval is given by max −(xi − bi ) − rωd = i=1,...,d+1 = = max −hx − b, e(i) i − rωd i=1,...,d+1 max −hx − b, e(i) − ei − rωd i=1,...,d+1 max hx − b, ωd u(i) i − rωd i=1,...,d+1 Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements = ωd dAb,r (x). Proof of Lemma 2.7. Since Ψ is a homeomorphism, and ! !int n \ \ \ [ Ψ( Vi ) = Ψ(Vi ) = Oj \ Oi i∈J i∈J i=1 j∈J it suffices to show that if the set ! W = \ j∈J Oj \ n [ !int Oi i=1 is nonempty, then it is contractible. Suppose z ∈ W so that z y (j) for all j ∈ J and z 6Ty (i) , for i = 1, . . . , n. If we define v = maxj∈J y (j) then observe that v ∈ j∈J Oj , and z v. Furthermore, if it were the case that v ∈ Oiint for some index i, so that v y (i) , D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 29 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au then we would have z y (i) and this is a contradiction. We conclude that v ∈ W. We proceed to show W is star-shaped with respect to v. Suppose w ∈ W and λ ∈ [0, 1] then wλ = (1 − λ)w + λv ∈ Oj for all j ∈TJ by convexity. We proceed to show wλ ∈ / Oiint for i = 1, . . . , n. Since w ∈ j∈J Oj we have w v, and it follows that w wλ v. Consequently, if wλ ∈ Oiint we obtain w ∈ Oiint , which is a contradiction. Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements Proof of Lemma 2.8. On the one hand [ i∈J Vi = n [\ S(i|j) ⊆ i∈J j=1 [\ D.Q. Naiman and H.P. Wynn S(i|j). i∈J j ∈J / Title Page S T ∗ On the other hand, suppose x ∈ i∈J j ∈J / S(i|j) so that for some i ∈ J we have dAi∗ (x) ≤ dAj , for all j ∈ / J. Let i∗∗ ∈ J minimize Ai∗∗ (x). It follows S dT that dAi∗∗ (x) ≤ dAj (x) for all j = 1, . . . , n, that is x ∈ i∈J nj=1 S(i|j). T Proof of Lemma 2.9. We can use Proposition 2.4 to write i∈I Ai = Ab,r since T i∈I Ai 6= ∅, b being the barycenter of the simplex Ab,r . Using the second part of Proposition 2.4, we see that \ \ S(i|j) = {x : dAi (x) ≤ dAj (x)} i∈I Contents JJ J II I Go Back Close Quit Page 30 of 37 i∈I = {x : max dAi (x) ≤ dAj (x)} i∈I = {x : dAb,r (x) ≤ dAj (x)}. J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au T To prove the claim of star-shapedness of i∈I S(i|j) it suffices to show T that the intersection of any ray emanating from the barycenter b withPthe set i∈I S(i|j) forms a line segment containing b. So fix a ray, say {b − η q6=k λq u(q) : η ≥ 0}, for some index k and nonnegative constants λq for q 6= k, and define X f (η) = dAb,r (b − η λq u(q) ), q6=k and g(η) = dAj (b − η X (q) λq u ). Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements q6=k The proof will be complete once we have demonstrated that V = {η ≥ 0 : f (η) ≤ g(η)} is an interval containing 0. P 1 Using Proposition 2.5, we obtain f (η) = d q6=k λq η − r. Thus, we see that P (i) f is linear, with f (0) = −r and slope d1 q6=k λq . On the other hand, from the definition of simplex distance g(η) = maxp=1,...,d+1 gp (η), where X gp (η) = hb − η λq u(q) − b(j) , u(p) i − r(j) . q6=k Since Ab,r = d+1 \ p=1 {x ∈ H : hx, u(p) i ≤ hb, u(p) i + r} D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 31 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au and Aj = d+1 \ {x ∈ H : hx, u(p) i ≤ hb(j) , u(p) i + r(j) } p=1 and Ab,r 6⊆ Aj it must be the case that hb, u(p) i + r > hb(j) , u(p) i + r(j) for some index p. This leads to the conclusion that (ii) g(0) = maxp=1,...,d+1 hb − b(j) , u(p) i − r(j) > −r = f (0) Finally, each function gp is linear g is piecewise linear and convex. P In addition, the slope of gp is given by −h q6=k λq u(q) , u(p) i, so the same calculation as in the proof of Proposition 2.5 shows that the maximum slope occurs for gk , and this function has the same slope as f. We have therefore shown that (iii) g is piecewise linear and convex (and continuous), and the maximum slope of g, where g is differentiable, is the same as the slope of f. Using properties (i), (ii) and (iii), it is easy to see that 0 ∈ V, and either the graphs of f and g do not cross, or they cross at a single point, or they meet in an interval of the form [η ∗ , +∞). In each case, the set V forms an interval containing 0. Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 32 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au 5. Proofs of Propositions in Section 3 Proof of Proposition 3.2 The orthant distance satisfies d˜Oy (x + c1) = d˜Oy (x) + c, and consequently d˜Oy(i) (x + c1) ≤ d˜Oy(j) (x + c1) if and only if d˜Oy(i) (x) ≤ d˜Oy(j) (x). Thus, each Ṽi is the union of the set of lines of the form {x + c1 : c ∈ R} where x ∈ Ṽi ∩H. It follows immediately that the nerve of the {Ṽi , i = 1, . . . , n} coincides with the nerve of the {Ṽi ∩ H}. Proof of Proposition 3.3 For x ∈ H a straightforward calculation shows that dAb(i) ,r(i) (x) = max hx, u(p) i − hb(i) , u(p) i − r(i) p = max {yp − xp } /ωd Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back p = d˜Oy(i) (x)/ωd . Thus dAb(i) ,r(i) (x) ≤ dAb(j) ,r(j) (x), if and only if Close Quit Page 33 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 d˜Oy(i) (x) ≤ d˜Oy(j) (x), http://jipam.vu.edu.au for x ∈ H. The second claim follows from Proposition 3.2. Proof of Proposition 3.4 We have xp ∈ Oy if and only if x − x1 ∈ Oy−x1 , which is equivalent to d˜O (x − x1) ≤ 0. y−x1 Since x − x1 ∈ H we can use the calculation in the proof of Proposition 3.3 to conclude that an equivalent condition is dA y−y 1,(x−y)/ωd (x − x1) ≤ 0, Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn and this gives the desired result. T T ∗ Proof of Proposition 3.5 If i∈J Ṽi 6= ∅, fix x ∈ = i∈J Ṽi . Let d minj=1,...,n dOy(j) (x), so that dOy(i) (x) = d∗ for i ∈ J and dOy(i) (x) > d∗ for i∈ / J. If x∗ = x + d∗ 1 then we have dOy(i) (x∗ ) = 0 for i ∈ J and dOy(i) (x∗ ) > 0 Sn int Sn for i ∈ / J, thus x∗ ∈ ∂Oy(i) for i ∈ J, and x∗ ∈ / Oy(i) = i=1 Oyint (i) . i=1 T T ∗ We conclude that x ∈ i∈J Bi . Conversely, if x ∈ i∈J Bi then for i ∈ J we have x ∈ ∂Oy(i) so d˜Oy(i) (x) = 0. Furthermore, for all i we have x ∈ / Oyint (i) so T d˜O (x) ≥ 0. We conclude therefore, that x ∈ Ṽi . y (i) i∈J Title Page Contents JJ J II I Go Back Close Quit Proof of Corollary 3.6 We use the characterization of faces in Proposition 3.5. Fix a nonempty index set J and let m = maxi∈J y (i) . T T Suppose i∈J Bi 6= ∅, and let x ∈ i∈J Bi . Then x ∈ Oy(i) for i ∈ J and (i) x∈ / Oyint and hence x m. Furthermore, we (i) for all i. It follows that x y Page 34 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au cannot have m y (j) for some j since this would give x y (j) . This proves that m satisfies the stated condition. S Conversely, if m 6 y (j) for all j, then for i ∈ J we have m ∈ Oy(i) \ ni=1 Oyint (i) T = Bi , so i∈J Bi 6= ∅. Proof of Proposition 3.7 Suppose an index set J defines a face in S, and let m = maxi∈J y (i) . By the general position assumption, for each coordinate index (i ) j there is a unique index ij ∈ J such that mj = yj j . If |J| ≥ d + 2 then since {ij , j = 1, . . . , d + 1} consists of at most d + 1 elements, there must be some index k ∈ J\{ij , j = 1, . . . , d + 1}. It follows that m y (k) , which contradicts the characterization in Corollary 3.6. Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 35 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au References [1] BORSUK, On the imbedding of systems of compacta in simplicial complexes, Fund. Math., 35 (1948), 217–234. [2] K. DOHMEN, Inclusion-exclusion and network reliability, Electron. J. Combin., 5(1) (1998), Research Paper 36, 8 pp. (electronic). [3] K. DOHMEN, An improvement of the inclusion-exclusion principle, Arch. Math., (Basel), 72(4) (1999), 298–303. [4] K. DOHMEN, Improved inclusion-exclusion identities and inequalities based on a particular class of abstract tubes, Electron. J. Probab., 4(5) (1999), 12 pp. (electronic). Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page [5] K. DOHMEN, Convex geometric inclusion-exclusion identities and Bonferroni inequalities with applications to system reliability analysis and reliability covering problems, Technical report: Informatik-Bericht, 132, Humboldt-University Berlin, (1999). [6] H. EDELSBRUNNER, The union of balls and its dual shape, Discrete and Computational Geometry, 13 (1995), 415–440. [7] H. EDELSBRUNNER, Algorithms in Combinatorial Geometry, SpringerVerlag, Heidelberg, Germany, (1987). [8] D. NAIMAN AND H.P. WYNN, Inclusion-exclusion-Bonferroni identities and inequalities for discrete tube-like problems via Euler characteristics, Annals of Statistics, 20 (1992), 43–76. Contents JJ J II I Go Back Close Quit Page 36 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au [9] D. NAIMAN AND H.P. WYNN, Abstract Tubes, Improved InclusionExclusion Identities and Inequalities, and Importance Sampling, Annals of Statistics, 25 (1997), 1954–1983. [10] D. NAIMAN AND H.P. WYNN, Reliability bounds for coherent systems: an approach based on abstract tubes, manuscript in preparation, (2000). Improved Inclusion-Exclusion Inequalities for Simplex and Orthant Arrangements D.Q. Naiman and H.P. Wynn Title Page Contents JJ J II I Go Back Close Quit Page 37 of 37 J. Ineq. Pure and Appl. Math. 2(2) Art. 18, 2001 http://jipam.vu.edu.au